Udemy - Artificial Intelligence for Simple Games

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h264, yuv420p, 1280x720 |ENGLISH, aac, 44100 Hz, 2 channels | 12h 21 mn | 5.02 GB

Created by: Jan Warchocki, SuperDataScience Team



Learn how to use powerful Deep Reinforcement Learning and Artificial Intelligence tools on examples of AI simple games!

What you'll learn

SOLVE THE TRAVELLING SALESMAN PROBLEM

Understand and implement Genetic Algorithms

Get the general AI framework

Understand how to use this tool to your own projects

SOLVE A COMPLEX MAZE

Understand and implement Q-Learning

Get the right Q-Learning intuition

Understand how to use this tool to your own projects

SOLVE MOUNTAIN CAR FROM OPENAI GYM

Understand and implement Deep Q-Learning

Build Artificial Neural Networks with Keras

Use the environments provided in OpenAI Gym

Understand how to use this tool to your own projects

SOLVE SNAKE

Understand and implement Deep Convolutional Q-Learning

Build Convolutional Neural Networks with Keras

Understand how to use this tool to your own projects



Requirements

High school maths

Basic knowledge of programming, such as "if" conditions, "for" and "while" loops, etc.

Description

Ever wish you could harness the power of Deep Learning and Machine Learning to craft intelligent bots built for gaming?



If you’re looking for a creative way to dive into Artificial Intelligence, then ‘Artificial Intelligence for Simple Games’ is your key to building lasting knowledge.



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